{"id":"W4282973461","doi":"10.31812/educdim.4519","title":"Formation of software design skills among software engineering students","year":2022,"lang":"en","type":"article","venue":"Educational Dimension","topic":"Innovative Educational Technologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Software engineering; Software development; Social software engineering; Software requirements; Computer science; Software construction; Personal software process; Software design; Engineering management; Software Engineering Process Group; Software; Engineering; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002186842,0.0002046068,0.0002970313,0.001684734,0.0009586635,0.00255203,0.0003991865,0.0007171196,0.00273751],"category_scores_gemma":[0.00906817,0.0002422726,0.0002375479,0.0007654509,0.001085751,0.001349251,0.001932843,0.0009808027,0.0004715628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009539434,"about_ca_system_score_gemma":0.001909719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001638194,"about_ca_topic_score_gemma":0.002290132,"domain_scores_codex":[0.9983534,0.0003660897,0.0001071162,0.0001861619,0.0005985123,0.000388775],"domain_scores_gemma":[0.9926847,0.002639917,0.001356689,0.0002056253,0.001457415,0.001655549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001013773,0.001065328,0.7407582,0.0002782196,0.0000250828,0.000761158,0.09637413,0.0003902438,0.004186207,0.002788544,0.001237571,0.1520339],"study_design_scores_gemma":[0.00003504095,0.001854894,0.8084079,0.0005513277,0.00005049025,0.002194394,0.1416456,0.002629879,0.004374329,0.005975251,0.03219628,0.00008465143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965929,0.0002359035,0.0003861224,0.0001821746,0.00000784138,0.00001307064,0.000007595105,0.000005054117,0.00256922],"genre_scores_gemma":[0.9972445,0.0002173289,0.0002555176,0.0001095752,0.000004479345,0.00001406336,0.00002129014,0.000002467641,0.002130779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00273751,"threshold_uncertainty_score":0.01156533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498576034853803,"score_gpt":0.2639673677412281,"score_spread":0.24898160739269,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}